Table 2

RMSE for fall prediction

# of historical periodsn=3n=5
SMA0.2110.200
EWMA0.2120.197
CP-APR-SMA (rank=10)0.2070.196
CP-APR-SMA (rank=20)0.2070.196
CP-APR-SMA (rank=30)0.2110.197
CP-APR-EWMA (rank=10)0.2170.198
CP-APR-EWMA (rank=20)0.2120.203
CP-APR-EWMA (rank=30)0.2170.207
NMTF-SMA (rank=10)0.2820.350
NMTF-SMA (rank=20)0.2860.351
NMTF-SMA (rank=30)0.2860.350
NMTF-EWMA (rank=10)0.2190.198
NMTF-EWMA (rank=20)0.2200.217
NMTF-EWMA (rank=30)0.2190.217
  • CP, CANDECOMP/PARAFAC; CP-APR, CP Alternating Poisson Regression; EWMA, Exponentially Weighted Moving Average; NMTF, Non-negative Multiple Tensor Factorisation; RMSE, root-mean-square error; SMA, simple moving average.